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Conferences > OFC > 2023 > W4G > W4G.4

LSTM Assisted Optical Transmission Performance Analysis over a 493-km Field-Trial

S. Shen, R. Yang, H. Li, Z. Shi, R. Wang, R. Nejabati, S. Yan, and D. Simeonidou

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Abstract

We implement an LSTM-based algorithm to predict and analyse transmission performance and detect anomalies. Cross-validation of the model over two experimental datasets shows high precision of up to 96% for R2 to predict short-term variations.

© 2023 The Author(s)

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